Ford Motor Co. and Toyota Motor Corp. are scrapping a partnership to jointly develop a hybrid, gasoline-electric powertrain system for light-duty trucks after two years of work.

The split comes as Ford is gaining share of hybrid gasoline-electric vehicle sales, and hiring engineers to develop new vehicles, including more hybrids. Ford said its own hybrid drive system for pickups and large SUVs would be available by the end of the...